from gensim import corpora, models, similarities
from gensim.corpora import SvmLightCorpus
input_file = sys.argv[1]
output_file = sys.argv[2]
try:
num_topics = int( sys.argv[3] )
except IndexError:
num_topics = 50
###
print "loading data..."
print time.strftime("%H:%M:%S", time.localtime())
c = SvmLightCorpus( input_file )
print "starting tf-idf..."
print
tfidf = models.TfidfModel( c )
c_tfidf = tfidf[c]
print "running RP..."
print time.strftime("%H:%M:%S", time.localtime())
print
rp = models.RpModel( c_tfidf, num_topics = num_topics )
print "converting corpus to RP..."
print time.strftime("%H:%M:%S", time.localtime())
import sys, time
from gensim import corpora, models, similarities
from gensim.corpora import SvmLightCorpus
input_file = sys.argv[1]
output_file = sys.argv[2]
###
print "loading data..."
print time.strftime("%H:%M:%S", time.localtime())
c = SvmLightCorpus( input_file )
print "starting tf-idf..."
print
tfidf = models.TfidfModel( c )
c_tfidf = tfidf[c]
print "saving..."
print
SvmLightCorpus.serialize( output_file, c_tfidf )
print "done."
print time.strftime("%H:%M:%S", time.localtime())